Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "65" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 75 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 71 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.913476 | 14.874347 | 78.556297 | 78.925751 | 22.290713 | 28.739413 | 31.236811 | 33.689065 | 0.0326 | 0.0326 | 0.0005 | 1.253738 | 1.251880 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.867513 | 16.051614 | 82.625314 | 84.419260 | 31.484899 | 38.244051 | 13.958369 | 11.917618 | 0.0344 | 0.0344 | 0.0016 | 1.211856 | 1.209610 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.649073 | 1.783860 | 7.421566 | 6.483841 | 1.303470 | 3.003936 | -1.410390 | 0.657086 | 0.0261 | 0.0276 | 0.0009 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.761975 | 20.360555 | 96.531045 | 97.925249 | 26.516207 | 31.926757 | 1.727257 | 2.682054 | 0.0343 | 0.0344 | 0.0011 | 1.185943 | 1.185515 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.537237 | 23.791696 | 89.734133 | 91.290634 | 28.658222 | 34.273460 | 3.896351 | 4.794310 | 0.0337 | 0.0338 | 0.0019 | 1.266864 | 1.268558 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.691557 | 21.631089 | 83.426801 | 84.644823 | 16.976860 | 22.008332 | 19.201416 | 17.564137 | 0.0330 | 0.0336 | 0.0015 | 1.207623 | 1.206649 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.492264 | 14.234752 | 101.232545 | 102.887492 | 22.024496 | 25.054423 | 14.605301 | 13.385771 | 0.0314 | 0.0340 | 0.0010 | 1.176235 | 1.173556 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 19.015273 | 21.118982 | 135.313847 | 137.981368 | 6.603468 | 8.083662 | 12.156312 | 12.969766 | nan | nan | nan | 0.974400 | 1.314400 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.725789 | 17.460912 | 31.759525 | 31.912081 | 10.094400 | 11.698446 | 5.958679 | 7.358168 | 0.0334 | 0.0351 | 0.0014 | 1.232511 | 1.231795 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.077447 | 26.194055 | 10.321289 | 10.408151 | 9.358239 | 10.227726 | 2.529440 | 4.249580 | 0.0282 | 0.0303 | 0.0008 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.947059 | 27.098164 | 111.696186 | 113.088220 | 32.423518 | 41.901795 | 23.787710 | 30.729868 | 0.0311 | 0.0339 | 0.0016 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.582940 | 18.224993 | 34.549138 | 34.984427 | 20.134247 | 23.692107 | 0.261205 | 0.561342 | 0.0335 | 0.0382 | 0.0018 | 1.208904 | 1.201534 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.647133 | 16.452498 | 31.080665 | 31.760268 | 24.015330 | 28.035210 | 0.270593 | 0.640909 | 0.0303 | 0.0329 | 0.0014 | 1.277400 | 1.276091 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.315447 | 22.324381 | 36.038279 | 35.876074 | 19.060469 | 22.939551 | 0.525888 | 0.806498 | 0.0316 | 0.0354 | 0.0020 | 1.208168 | 1.206719 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.428302 | 16.470309 | 36.185647 | 36.753109 | 21.247068 | 24.406300 | 0.053210 | 0.537423 | 0.0310 | 0.0350 | 0.0017 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.219834 | 1.827846 | 3.000390 | 2.216921 | 1.124545 | 0.811106 | 1.809463 | 3.042354 | 0.0278 | 0.0279 | 0.0015 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.976578 | 21.250169 | 33.471717 | 33.565250 | 21.185812 | 25.108060 | 0.365582 | 0.803534 | 0.0302 | 0.0328 | 0.0016 | 1.240123 | 1.241051 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.671501 | 14.959157 | 25.299672 | 25.398190 | 20.728674 | 24.015981 | 1.312518 | 1.709221 | 0.0316 | 0.0348 | 0.0014 | 1.241870 | 1.243910 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.256553 | 15.920887 | 43.534378 | 43.983365 | 24.962778 | 28.509788 | 1.103282 | 2.008155 | 0.0327 | 0.0357 | 0.0018 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.125151 | 16.054563 | 25.424623 | 25.748884 | 16.090007 | 18.050134 | 2.494328 | 3.405478 | 0.0331 | 0.0348 | 0.0029 | 1.253482 | 1.253529 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.677928 | 1.480647 | 2.918110 | 2.297090 | 1.701375 | 2.470980 | 1.671261 | 3.003284 | 0.0278 | 0.0291 | 0.0015 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.571344 | 20.398981 | 27.155272 | 27.225290 | 1.334326 | 1.784280 | 3.685069 | 5.377854 | 0.0453 | 0.0433 | 0.0032 | 1.206283 | 1.211400 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.458882 | 18.904327 | 33.412922 | 33.434523 | 10.524742 | 10.771766 | 8.422297 | 9.212042 | 0.0332 | 0.0361 | 0.0024 | 1.232680 | 1.232221 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.081581 | 14.239733 | 33.177698 | 32.443150 | 19.136876 | 20.138719 | -0.206488 | 4.759424 | 0.0309 | 0.0310 | 0.0014 | 1.336423 | 1.358147 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.160317 | -0.160317 | -0.179841 | -0.179841 | 0.501946 | 0.501946 | 0.023484 | 0.023484 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.366210 | 13.849711 | 35.212853 | 35.518970 | 2.472371 | 2.463746 | 0.565749 | 1.181251 | 0.0324 | 0.0332 | 0.0012 | 1.261615 | 1.265763 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.475376 | 16.007834 | 67.264343 | 67.730791 | 19.906804 | 22.600329 | 1.625746 | 2.379296 | 0.0350 | 0.0355 | 0.0016 | 1.406696 | 1.413123 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.590279 | 9.910559 | 17.288244 | 17.458751 | 2.577803 | 2.823213 | 0.668847 | 0.985231 | 0.0324 | 0.0364 | 0.0017 | 1.241234 | 1.241251 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.306676 | 10.509533 | 16.467138 | 16.567362 | 2.867156 | 2.982271 | 1.042931 | 1.725777 | 0.0315 | 0.0355 | 0.0017 | 1.269545 | 1.274884 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.438772 | 9.606025 | 16.914023 | 16.854576 | 2.658390 | 3.131884 | 0.650260 | 0.786901 | 0.0319 | 0.0366 | 0.0018 | 1.183285 | 1.184989 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.511359 | 16.426352 | 34.652976 | 35.339621 | 21.849205 | 23.576981 | 1.271852 | 1.764674 | 0.0332 | 0.0364 | 0.0023 | 1.217597 | 1.220118 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0280 | 0.0294 | 0.0017 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.900667 | 16.852489 | 37.458128 | 38.306989 | 19.680419 | 21.223461 | 2.870348 | 4.349903 | 0.0317 | 0.0342 | 0.0019 | 1.356516 | 1.370833 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0320 | 0.0345 | 0.0023 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0303 | 0.0323 | 0.0014 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.544633 | 20.067304 | 50.546918 | 50.539036 | 29.251338 | 32.311163 | 3.212530 | 3.494726 | 0.0322 | 0.0341 | 0.0029 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.498526 | 9.542361 | 20.462442 | 20.515814 | 3.535435 | 4.323555 | 1.083079 | 1.517165 | 0.0318 | 0.0353 | 0.0018 | 1.257726 | 1.260883 |
| 2459550 | RF_maintenance | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0449 | 0.0467 | 0.0008 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.535781 | 14.851630 | 37.995974 | 38.156601 | 21.253957 | 23.160651 | 1.154166 | 1.687931 | 0.0321 | 0.0351 | 0.0022 | 1.377022 | 1.382243 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.700095 | 21.275399 | 77.161259 | 77.391162 | 1.089446 | 1.876514 | 1.256446 | 1.917145 | 0.0336 | 0.0339 | 0.0015 | 1.255342 | 1.259273 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.084491 | 9.790563 | 36.009349 | 36.740132 | 255.556587 | 245.830898 | 20.665481 | 15.313627 | 0.0332 | 0.0374 | 0.0019 | 1.284924 | 1.288375 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.706079 | 14.711727 | 17.192162 | 17.581239 | 4.182825 | 5.228020 | 0.705592 | 1.059189 | 0.0319 | 0.0357 | 0.0006 | 1.260280 | 1.264133 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.779022 | 27.909630 | 65.732656 | 65.615957 | 29.621302 | 31.759087 | 2.429465 | 2.979339 | 0.0317 | 0.0334 | 0.0024 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.690146 | 11.869940 | 15.973196 | 16.132283 | 2.133305 | 5.442742 | 0.161213 | 0.637955 | 0.0341 | 0.0360 | 0.0010 | 1.316580 | 1.347481 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.368120 | 12.456376 | 14.842803 | 14.911137 | 2.298282 | 3.962507 | 0.100709 | 0.190840 | 0.0318 | 0.0322 | 0.0010 | 1.250183 | 1.251939 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.527057 | 18.237888 | 35.408019 | 35.785638 | 18.169347 | 20.847174 | 1.301167 | 2.114318 | 0.0308 | 0.0342 | 0.0007 | 1.343997 | 1.346357 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.425306 | 21.171669 | 47.718968 | 48.534649 | 22.458857 | 25.652095 | 0.789880 | 1.284513 | 0.0315 | 0.0346 | 0.0007 | 0.000000 | 0.000000 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.778861 | 10.327972 | 15.095644 | 15.173637 | 3.559025 | 4.335619 | 0.534392 | 0.772301 | 0.0317 | 0.0348 | 0.0010 | 1.330404 | 1.338034 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.873703 | 25.861918 | 53.587796 | 54.060971 | 40.354741 | 34.854289 | 0.108403 | 1.014126 | 0.0318 | 0.0332 | 0.0011 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 22.809644 | 21.157674 | 52.281298 | 51.766319 | 39.345146 | 48.350614 | 14.630835 | 14.066316 | nan | nan | nan | 1.743728 | 1.790759 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.940610 | 22.633500 | 51.377342 | 52.509431 | 10.712357 | 23.582680 | 1.389515 | 2.370685 | 0.0329 | 0.0312 | 0.0015 | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.009624 | 1.812831 | 2.976478 | 2.546318 | 0.374838 | 0.463081 | 1.075142 | 2.071096 | 0.0315 | 0.0334 | 0.0013 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.405591 | 30.234316 | 50.064620 | 51.031393 | 18.047530 | 15.586668 | 12.882508 | 14.895477 | 0.0297 | 0.0311 | 0.0013 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.304565 | 30.229816 | 47.017057 | 49.365882 | 7.117124 | 10.134851 | 0.765281 | 2.451647 | 0.0311 | 0.0352 | 0.0045 | 1.246038 | 1.305325 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.926742 | 30.616574 | 82.828494 | 83.517672 | 33.788889 | 33.380656 | 2.345049 | 3.508538 | 0.0278 | 0.0318 | 0.0039 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 86.589803 | 32.502046 | 30.190852 | 86.589803 | 85.772766 | 17.215135 | 20.216741 | 26.744641 | 25.556749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 78.925751 | 10.913476 | 14.874347 | 78.556297 | 78.925751 | 22.290713 | 28.739413 | 31.236811 | 33.689065 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 84.419260 | 15.867513 | 16.051614 | 82.625314 | 84.419260 | 31.484899 | 38.244051 | 13.958369 | 11.917618 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 7.421566 | 1.783860 | 1.649073 | 6.483841 | 7.421566 | 3.003936 | 1.303470 | 0.657086 | -1.410390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 97.925249 | 20.360555 | 18.761975 | 97.925249 | 96.531045 | 31.926757 | 26.516207 | 2.682054 | 1.727257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 91.290634 | 21.537237 | 23.791696 | 89.734133 | 91.290634 | 28.658222 | 34.273460 | 3.896351 | 4.794310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 84.644823 | 21.631089 | 20.691557 | 84.644823 | 83.426801 | 22.008332 | 16.976860 | 17.564137 | 19.201416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 102.887492 | 14.492264 | 14.234752 | 101.232545 | 102.887492 | 22.024496 | 25.054423 | 14.605301 | 13.385771 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 137.981368 | 21.118982 | 19.015273 | 137.981368 | 135.313847 | 8.083662 | 6.603468 | 12.969766 | 12.156312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 31.912081 | 16.725789 | 17.460912 | 31.759525 | 31.912081 | 10.094400 | 11.698446 | 5.958679 | 7.358168 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Shape | 26.194055 | 26.077447 | 26.194055 | 10.321289 | 10.408151 | 9.358239 | 10.227726 | 2.529440 | 4.249580 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 113.088220 | 23.947059 | 27.098164 | 111.696186 | 113.088220 | 32.423518 | 41.901795 | 23.787710 | 30.729868 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 34.984427 | 16.582940 | 18.224993 | 34.549138 | 34.984427 | 20.134247 | 23.692107 | 0.261205 | 0.561342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 31.760268 | 16.452498 | 14.647133 | 31.760268 | 31.080665 | 28.035210 | 24.015330 | 0.640909 | 0.270593 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 36.038279 | 20.315447 | 22.324381 | 36.038279 | 35.876074 | 19.060469 | 22.939551 | 0.525888 | 0.806498 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 36.753109 | 16.470309 | 15.428302 | 36.753109 | 36.185647 | 24.406300 | 21.247068 | 0.537423 | 0.053210 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Temporal Discontinuties | 3.042354 | 2.219834 | 1.827846 | 3.000390 | 2.216921 | 1.124545 | 0.811106 | 1.809463 | 3.042354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 33.565250 | 21.250169 | 19.976578 | 33.565250 | 33.471717 | 25.108060 | 21.185812 | 0.803534 | 0.365582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 25.398190 | 14.671501 | 14.959157 | 25.299672 | 25.398190 | 20.728674 | 24.015981 | 1.312518 | 1.709221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 43.983365 | 15.920887 | 15.256553 | 43.983365 | 43.534378 | 28.509788 | 24.962778 | 2.008155 | 1.103282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 25.748884 | 16.054563 | 15.125151 | 25.748884 | 25.424623 | 18.050134 | 16.090007 | 3.405478 | 2.494328 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Temporal Discontinuties | 3.003284 | 1.480647 | 1.677928 | 2.297090 | 2.918110 | 2.470980 | 1.701375 | 3.003284 | 1.671261 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 27.225290 | 19.571344 | 20.398981 | 27.155272 | 27.225290 | 1.334326 | 1.784280 | 3.685069 | 5.377854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 33.434523 | 18.904327 | 19.458882 | 33.434523 | 33.412922 | 10.771766 | 10.524742 | 9.212042 | 8.422297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 33.177698 | 14.239733 | 15.081581 | 32.443150 | 33.177698 | 20.138719 | 19.136876 | 4.759424 | -0.206488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Temporal Variability | 0.501946 | -0.160317 | -0.160317 | -0.179841 | -0.179841 | 0.501946 | 0.501946 | 0.023484 | 0.023484 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 35.518970 | 13.366210 | 13.849711 | 35.212853 | 35.518970 | 2.472371 | 2.463746 | 0.565749 | 1.181251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 67.730791 | 15.475376 | 16.007834 | 67.264343 | 67.730791 | 19.906804 | 22.600329 | 1.625746 | 2.379296 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 17.458751 | 9.590279 | 9.910559 | 17.288244 | 17.458751 | 2.577803 | 2.823213 | 0.668847 | 0.985231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 16.567362 | 10.306676 | 10.509533 | 16.467138 | 16.567362 | 2.867156 | 2.982271 | 1.042931 | 1.725777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 16.914023 | 9.438772 | 9.606025 | 16.914023 | 16.854576 | 2.658390 | 3.131884 | 0.650260 | 0.786901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 35.339621 | 16.426352 | 16.511359 | 35.339621 | 34.652976 | 23.576981 | 21.849205 | 1.764674 | 1.271852 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 38.306989 | 16.852489 | 16.900667 | 38.306989 | 37.458128 | 21.223461 | 19.680419 | 4.349903 | 2.870348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 50.546918 | 20.067304 | 19.544633 | 50.539036 | 50.546918 | 32.311163 | 29.251338 | 3.494726 | 3.212530 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 20.515814 | 9.542361 | 9.498526 | 20.515814 | 20.462442 | 4.323555 | 3.535435 | 1.517165 | 1.083079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 38.156601 | 14.535781 | 14.851630 | 37.995974 | 38.156601 | 21.253957 | 23.160651 | 1.154166 | 1.687931 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 77.391162 | 21.275399 | 20.700095 | 77.391162 | 77.161259 | 1.876514 | 1.089446 | 1.917145 | 1.256446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Temporal Variability | 255.556587 | 9.790563 | 10.084491 | 36.740132 | 36.009349 | 245.830898 | 255.556587 | 15.313627 | 20.665481 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 17.581239 | 14.711727 | 13.706079 | 17.581239 | 17.192162 | 5.228020 | 4.182825 | 1.059189 | 0.705592 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 65.732656 | 27.909630 | 25.779022 | 65.615957 | 65.732656 | 31.759087 | 29.621302 | 2.979339 | 2.429465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 16.132283 | 10.690146 | 11.869940 | 15.973196 | 16.132283 | 2.133305 | 5.442742 | 0.161213 | 0.637955 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 14.911137 | 12.456376 | 11.368120 | 14.911137 | 14.842803 | 3.962507 | 2.298282 | 0.190840 | 0.100709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 35.785638 | 17.527057 | 18.237888 | 35.408019 | 35.785638 | 18.169347 | 20.847174 | 1.301167 | 2.114318 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 48.534649 | 20.425306 | 21.171669 | 47.718968 | 48.534649 | 22.458857 | 25.652095 | 0.789880 | 1.284513 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 15.173637 | 10.327972 | 9.778861 | 15.173637 | 15.095644 | 4.335619 | 3.559025 | 0.772301 | 0.534392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 54.060971 | 24.873703 | 25.861918 | 53.587796 | 54.060971 | 40.354741 | 34.854289 | 0.108403 | 1.014126 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 52.281298 | 22.809644 | 21.157674 | 52.281298 | 51.766319 | 39.345146 | 48.350614 | 14.630835 | 14.066316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 52.509431 | 22.633500 | 17.940610 | 52.509431 | 51.377342 | 23.582680 | 10.712357 | 2.370685 | 1.389515 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | ee Power | 2.976478 | 1.812831 | 2.009624 | 2.546318 | 2.976478 | 0.463081 | 0.374838 | 2.071096 | 1.075142 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 51.031393 | 30.234316 | 26.405591 | 51.031393 | 50.064620 | 15.586668 | 18.047530 | 14.895477 | 12.882508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 73.434247 | 27.682097 | 30.467760 | 72.608935 | 73.434247 | 24.445544 | 22.489391 | 8.092168 | 10.173898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 49.365882 | 30.229816 | 23.304565 | 49.365882 | 47.017057 | 10.134851 | 7.117124 | 2.451647 | 0.765281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65 | 3 | RF_maintenance | nn Power | 83.517672 | 26.926742 | 30.616574 | 82.828494 | 83.517672 | 33.788889 | 33.380656 | 2.345049 | 3.508538 |